BMC Medical Informatics and Decision Making

Article	Citations
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	325
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	302
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	233
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	182
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	177
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	145
Analytical validation of Exandra: a clinical decision support system for promoting guideline-directed therapy of type-2 diabetes in primary care – a collaborative study with experts from Diabetes Cana	139
Deep learning-based classification of dementia using image representation of subcortical signals	113
Insights into prescribing patterns for antidepressants: an evidence-based analysis	103
Learning from low-rank multimodal representations for predicting disease-drug associations	102
Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	98
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	93
A retrospective analysis using comorbidity detecting algorithmic software to determine the incidence of International Classification of Diseases (ICD) code omissions and appropriateness of Diagnosis-R	87
Cervical cancer screening uptake and its associated factor in Sub-Sharan Africa: a machine learning approach	77
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	76
SEM model analysis of diabetic patients’ acceptance of artificial intelligence for diabetic retinopathy	74
Lactate dehydrogenase to albumin ratio and poor prognosis after thrombolysis in ischemic stroke patients: developing a novel nomogram	74
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	71
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	70
Evaluation of an ARF diagnosis calculator: a survey and content analysis	70
Value of normative belief in intention to use workplace health promotion apps	68
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	65
Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models	59
Detecting cognitive impairment in cerebrovascular disease using gait, dual tasks, and machine learning	57
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	56

Early prediction of mortality upon intensive care unit admission	55
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	54
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	50
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	49
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	49
From algorithms to action: improving patient care requires causality	48
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	47
Hypercubes to identify geomarkers of rapid cystic fibrosis lung disease progression	46
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	45
AMPDECIDE amputation level patient decision aids: a feasibility study	45
Patients’ views of shared decision making in inflammatory bowel disease: a survey in China	45
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	42
Data-driven decision making in patient management: a systematic review	42
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	41
Interoperability of heterogeneous health information systems: a systematic literature review	41
Mean generation function model in AIDS epidemic estimation	40
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	39
Using the technology acceptance model to assess clinician perceptions and experiences with a rheumatoid arthritis outcomes dashboard: qualitative study	37
The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women	36
Only the anxious ones? Identifying characteristics of symptom checker app users: a cross-sectional survey	36
Deep learning-driven modality imputation and subregion segmentation to enhance high-grade glioma grading	36
Predicting perinatal mortality based on maternal health status and health insurance service using homogeneous ensemble machine learning methods	36
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	36
The impact of a patient decision aid for patients with advanced laryngeal carcinoma – a multicenter study	35
Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis	35
Can we ever have evidence-based decision making in orthopaedics? A qualitative evidence synthesis and conceptual framework	35
Conceptual design of a generic data harmonization process for OMOP common data model	34
Modified multiscale Renyi distribution entropy for short-term heart rate variability analysis	34
Development and usability evaluation of a mHealth application for albinism self-management	34
MODILM: towards better complex diseases classification using a novel multi-omics data integration learning model	34
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	33
Identifying and evaluating clinical subtypes of Alzheimer’s disease in care electronic health records using unsupervised machine learning	33
Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary	32
Analysis and knowledge extraction of newborn resuscitation activities from annotation files	32
Predicting blood transfusion demand in intensive care patients after surgery by comparative analysis of temporally extended data selection	32
Correction: Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	32
PheNominal: an EHR-integrated web application for structured deep phenotyping at the point of care	31
Effects of a smartphone application named “Shared Decision Making Assistant” for informed patients with primary liver cancer in decision-making in China: a quasi-experimental study	31
The Infomóvel—An information system for managing HIV/AIDS patients in rural areas of Mozambique	30
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	30
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	30
Identifying effective immune biomarkers in alopecia areata diagnosis based on machine learning methods	30
Predicting miRNA-disease associations via layer attention graph convolutional network model	30
Application of artificial intelligence medical imaging aided diagnosis system in the diagnosis of pulmonary nodules	29
A qualitative analysis of algorithm-based decision support usability testing for symptom management across the trajectory of cancer care: one size does not fit all	29
Retrospective descriptive assessment of clinical decision support medication-related alerts in two Saudi Arabian hospitals	29
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	28
Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records	28
Differences in changes of data completeness after the implementation of an electronic medical record in three surgical departments of a German hospital–a longitudinal comparative document analysis	28
Machine learning algorithms to predict intraoperative hemorrhage in surgical patients: a modeling study of real-world data in Shanghai, China	28

Machine learning-based models for the prediction of breast cancer recurrence risk	27
Machine learning approach for the detection of vitamin D level: a comparative study	27
Deep learning model for multi-classification of infectious diseases from unstructured electronic medical records	27
Interpretable machine-learning model for Predicting the Convalescent COVID-19 patients with pulmonary diffusing capacity impairment	26
The most used questionnaires for evaluating satisfaction, usability, acceptance, and quality outcomes of mobile health	26
A novel smartphone application for the tracking of procedural numbers and trainee experience in gastrointestinal endoscopy	26
Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression	26
Principles of digital professionalism for the metaverse in healthcare	26
The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support	25
Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset	25
Extracting the latent needs of dementia patients and caregivers from transcribed interviews in japanese: an initial assessment of the availability of morpheme selection as input data with Z-scores in	25
Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	25
De-identified Bayesian personal identity matching for privacy-preserving record linkage despite errors: development and validation	25
Data privacy-aware machine learning approach in pancreatic cancer diagnosis	24
Prognosis patients with COVID-19 using deep learning	24
2.5D MFFAU-Net: a convolutional neural network for kidney segmentation	24
The effect of capacity building evidence-based medicine training on its implementation among healthcare professionals in Southwest Ethiopia: a controlled quasi-experimental outcome evaluation	24
Communicating the results of risk-based breast cancer screening through visualizations of risk: a participatory design approach	23
Automatic RadLex coding of Chinese structured radiology reports based on text similarity ensemble	23
Understanding cancer patient cohorts in virtual reality environment for better clinical decisions: a usability study	23
Predicting atrial fibrillation episodes with rapid ventricular rates associated with low levels of activity	23
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes	23
Kernel principal components based cascade forest towards disease identification with human microbiota	23
Bayesian learning-based agent negotiation model to support doctor-patient shared decision making	23
Harnessing computational tools of the digital era for enhanced infection control	23
Effect of short message service reminders in improving optimal antenatal care, skilled birth attendance and postnatal care in low-and middle-income countries: a systematic review and meta-analysis	23
Drug closed-loop management system using mobile technology	23
Identification of confounders and estimating the causal effect of place of birth on age-specific childhood vaccination	23
Secondary use of health records for prediction, detection, and treatment planning in the clinical decision support system: a systematic review	22
Factors affecting the survival of prediabetic patients: comparison of Cox proportional hazards model and random survival forest method	22
Development of a machine learning-based acuity score prediction model for virtual care settings	22
The perceived importance of prognostic aspects considered by physicians during work disability evaluation: a survey	22
Machine learning models for predicting in-hospital mortality from acute pancreatitis in intensive care unit	22
Development and user testing of a patient decision aid for cancer patients considering treatment for anxiety or depression	22
Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis	22
Healthcare dashboard technologies and data visualization for lipid management: A scoping review	22
Accompanying the prostate cancer patient pathway: evaluation of novel clinical decision support software in patients with early diagnosis of prostate cancer	22
Chinese medical entity recognition based on the dual-branch TENER model	21
Prediction of amyloid PET positivity via machine learning algorithms trained with EDTA-based blood amyloid-β oligomerization data	21
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	21
Predicting peripheral venous catheter related phlebitis using machine learning (PPML): development and prospective validation of PPML for cardiology inpatients	21
CardioGraph: a platform to study variations associated with familiar cardiopathies	21
Requirements and challenges of hospital dashboards: a systematic literature review	21
A risk prediction model based on machine learning algorithm for parastomal hernia after permanent colostomy	21
Machine learning algorithms for predicting low birth weight in Ethiopia	21
Applying text-mining to clinical notes: the identification of patient characteristics from electronic health records (EHRs)	21
Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods	21
A heart failure classification model from radial artery pulse wave using LSTM neural networks	21
ICD-11: an international classification of diseases for the twenty-first century	20
Exploring the potential of ChatGPT in medical dialogue summarization: a study on consistency with human preferences	20
The validity of electronic health data for measuring smoking status: a systematic review and meta-analysis	20
A novel explainable machine learning-based healthy ageing scale	20
Usability evaluation of electronic health records at the trauma and emergency directorates at the Komfo Anokye teaching hospital in the Ashanti region of Ghana	20
Adapted time-varying covariates Cox model for predicting future cirrhosis development performs well in a large hepatitis C cohort	20
Applying nonlinear measures to the brain rhythms: an effective method for epilepsy diagnosis	20
A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models	20
A nomogram for predicting sepsis-associated delirium: a retrospective study in MIMIC III	20
Development and perceived usability evaluation of an interactive smartphone application for the teaching of hemodynamics and evaluation of arterial pulse pressure variation	20
Creating a data warehouse to support monitoring of NSQHS blood management standard from EMR data	20
Use of diagnostic likelihood ratio of outcome to evaluate misclassification bias in the planning of database studies	19
Correction: Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	19
Modeling-based design of adaptive control strategy for the effective preparation of ‘Disease X’	19
A pseudonymized corpus of occupational health narratives for clinical entity recognition in Spanish	19
A national platform for advancing self-care processes for the most common illnesses and conditions: designing, evaluating, and implementing	19
Designing and evaluating a mobile app to assist patients undergoing coronary angiography and assessing its impact on anxiety, stress levels, and self-care	19
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	19
Developing machine learning-based models to predict intrauterine insemination (IUI) success by address modeling challenges in imbalanced data and providing modification solutions for them	18
Systematic review and meta-analysis of workload among medical records coders in China	18
Optimizing protein sequence classification: integrating deep learning models with Bayesian optimization for enhanced biological analysis	18
A mental models approach for defining explainable artificial intelligence	18
Optimising ePrescribing in hospitals through the interoperability of systems and processes: a qualitative study in the UK, US, Norway and the Netherlands	18
Mining comorbidities of opioid use disorder from FDA adverse event reporting system and patient electronic health records	18
Haematology dimension reduction, a large scale application to regular care haematology data	18
Quantifying the impact of addressing data challenges in prediction of length of stay	18
Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy	18
Factors influencing online orthopedic doctor–patient consultations	18
Risk factors and nomogram model for short-term postoperative complications in patients with hirschsprung disease	18
Prevention and control of urinary tract stones using a smartphone-based self-care application: design and evaluation	18
Development, comparison, and internal validation of prediction models to determine the visual prognosis of patients with open globe injuries using machine learning approaches	17
The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review	17

Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges	17
Ensemble learning for the early prediction of neonatal jaundice with genetic features	17
An effective multi-step feature selection framework for clinical outcome prediction using electronic medical records	17
Precision cancer medicine and the doctor-patient relationship: a systematic review and narrative synthesis	17
ECG signal classification based on deep CNN and BiLSTM	17
Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening	17
Context factors in clinical decision-making: a scoping review	17
An evaluation of GPT models for phenotype concept recognition	17
Implementation of digital remote postoperative monitoring in routine practice: a qualitative study of barriers and facilitators	17
Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis	17
Participatory methods in a digital setting: experiences from the co-creation of an eHealth tool for people with chronic obstructive pulmonary disease	17
The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis	17
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	17
Exploring the role of Artificial Intelligence in Acute Kidney Injury management: a comprehensive review and future research agenda	17
Machine learning based model for the early detection of Gestational Diabetes Mellitus	17
%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests	16
Application of machine learning techniques for predicting survival in ovarian cancer	16
Retinal vein occlusion risk prediction without fundus examination using a no-code machine learning tool for tabular data: a nationwide cross-sectional study from South Korea	16
The development of a decision aid to support Hodgkin lymphoma survivors considering lung cancer screening	16
Trusted sources of information on COVID-19 vaccine in Uganda	16
Correction: Diagnosis of cardiac abnormalities based on phonocardiogram using a novel fuzzy matching feature extraction method	16
Identifying drug-related attributes to personalise antihypertensive agents: the outcome report of patients receiving metoprolol therapy	16
Intelligent virtual case learning system based on real medical records and natural language processing	16
A machine learning classifier approach for identifying the determinants of under-five child undernutrition in Ethiopian administrative zones	16
Patient values in patient-provider communication about participation in early phase clinical cancer trials: a qualitative analysis before and after implementation of an online value clarification tool	16
An interactive dashboard for analyzing user interaction patterns in the i2b2 clinical data warehouse	16
Predicting angiographic coronary artery disease using machine learning and high-frequency QRS	16
The association between video or telephone telemedicine visit type and orders in primary care	16
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	16
Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases	16
The coming Omicron waves and factors affecting its spread after China reopening borders	16
Document-level medical relation extraction via edge-oriented graph neural network based on document structure and external knowledge	15
Enriching limited information on rare diseases from heterogeneous networks for drug repositioning	15
Development of a quantitative index system for evaluating the quality of electronic medical records in disease risk intelligent prediction	15
Artificial intelligence of digital morphology analyzers improves the efficiency of manual leukocyte differentiation of peripheral blood	15
Comparing the performance of machine learning and conventional models for predicting atherosclerotic cardiovascular disease in a general Chinese population	15
Towards a prescribing monitoring system for medication safety evaluation within electronic health records: a scoping review	15
Evaluating the usability of Iran’s national comprehensive health information system: a think-aloud study to uncover usability problems in the recording of childcare data	15
Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making	15
Optimizing emergency department efficiency: a comparative analysis of process mining and simulation models to mitigate overcrowding and waiting times	15
Automatic data extraction to support meta-analysis statistical analysis: a case study on breast cancer	15
A SuperLearner approach for predicting diabetic kidney disease upon the initial diagnosis of T2DM in hospital	15
Multimodal deep learning-based diagnostic model for BPPV	15
Prediction of central venous catheter-associated deep venous thrombosis in pediatric critical care settings	15
Overall performance of a drug–drug interaction clinical decision support system: quantitative evaluation and end-user survey	15
Optimization of vision transformer-based detection of lung diseases from chest X-ray images	15
Data quality and associated factors in the health management information system at health centers in Shashogo district, Hadiya zone, southern Ethiopia, 2021	14
Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory	14
Automated extraction of information of lung cancer staging from unstructured reports of PET-CT interpretation: natural language processing with deep-learning	14
The prediction of distant metastasis risk for male breast cancer patients based on an interpretable machine learning model	14
Exploring the performance and explainability of fine-tuned BERT models for neuroradiology protocol assignment	14
Using provocative design to foster electronic informed consent innovation	14
An informatics consult approach for generating clinical evidence for treatment decisions	14
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	14
Community perspectives on the use of electronic health data to support reflective practice by health professionals	14
Continuous prediction for tumor mutation burden based on transcriptional data in gastrointestinal cancers	14
A machine learning approach to determine the risk factors for fall in multiple sclerosis	14
Developing an AI-powered wound assessment tool: a methodological approach to data collection and model optimization	14
Design and evaluation of a mobile-based nutrition education application for infertile women in Iran	14
Intelligent identification system of gastric stromal tumors based on blood biopsy indicators	14
Optimizing prognostic factors of five-year survival in gastric cancer patients using feature selection techniques with machine learning algorithms: a comparative study	14
Analyzing the medical record homepages quality in a Chinese EMR system	14
Empowering personalized oncology: evolution of digital support and visualization tools for molecular tumor boards	14
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	14
Automatic segmentation of 15 critical anatomical labels and measurements of cardiac axis and cardiothoracic ratio in fetal four chambers using nnU-NetV2	14
Influencing mechanism of the use behavior of clinical practice guidelines on antimicrobials: evidence from the integration of theory of reasoned action and organizational readiness for change	14
Research, development, and evaluation of the practical effect of a storage inflow and outflow management system for consumables in the endocrinology department of a hospital	13
A comparative study of CNN-capsule-net, CNN-transformer encoder, and Traditional machine learning algorithms to classify epileptic seizure	13
Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality	13
Towards interpretable sleep stage classification with a multi-stream fusion network	13
Nonlinear association between visceral fat metabolism score and heart failure: insights from LightGBM modeling and SHAP-Driven feature interpretation in NHANES	13
TECRR: a benchmark dataset of radiological reports for BI-RADS classification with machine learning, deep learning, and large language model baselines	13
Enhancing post-traumatic stress disorder patient assessment: leveraging natural language processing for research of domain criteria identification using electronic medical records	13
Development and external validation of machine learning models for the early prediction of malnutrition in critically ill patients: a prospective observational study	13
Medical-informed machine learning: integrating prior knowledge into medical decision systems	13
Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	13
Making remote measurement technology work in multiple sclerosis, epilepsy and depression: survey of healthcare professionals	13
Computer-aided autism diagnosis using visual attention models and eye-tracking: replication and improvement proposal	13
Factors associated with the local control of brain metastases: a systematic search and machine learning application	13
Clinical decision making under uncertainty: a bootstrapped counterfactual inference approach	13
Prediction of unplanned 30-day readmission for ICU patients with heart failure	13
Evaluation of medical decision support systems (DDX generators) using real medical cases of varying complexity and origin	13
How successful is the CatBoost classifier in diagnosing different dental anomalies in patients via sella turcica and vertebral morphologic alteration?	13
Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning	13
DREAMER: a computational framework to evaluate readiness of datasets for machine learning	13
An implementation framework and a feasibility evaluation of a clinical decision support system for diabetes management in secondary mental healthcare using CogStack	13
CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction	13
Development and evaluation of a whole-chain management system for critical value reporting	12
Utilizing machine learning models for predicting outcomes in acute pancreatitis: development and validation in three retrospective cohorts	12
Quantitative prediction of postpartum hemorrhage in cesarean section on machine learning	12
Electrocardiogram lead conversion from single-lead blindly-segmented signals	12
A novel method for assessing cycling movement status: an exploratory study integrating deep learning and signal processing technologies	12
Development of a communication platform for patients with head and neck cancer for effective information delivery and improvement of doctor–patient relationship: application of treatment journey-based	12
Exploration of the optimal deep learning model for english-Japanese machine translation of medical device adverse event terminology	12
ABiMed: An intelligent and visual clinical decision support system for medication reviews and polypharmacy management	12